{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-09-27T01:48:02.084506Z",
     "start_time": "2025-09-27T01:48:01.677642Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "n_samples = 1000\n",
    "# 第1个主成分方向\n",
    "component1 = np.random.normal(0, 1, n_samples)\n",
    "# 第2个主成分方向\n",
    "component2 = np.random.normal(0, 0.2, n_samples)\n",
    "# 第3个方向（噪声，方差较小）\n",
    "noise = np.random.normal(0, 0.1, n_samples)\n",
    "# 构造3维数据\n",
    "X = np.vstack([component1 - component2, component1 + component2, component2 + noise]).T\n",
    "\n",
    "# 标准化\n",
    "scaler = StandardScaler()\n",
    "X_standardized = scaler.fit_transform(X)\n",
    "\n",
    "# 应用PCA，将3维数据降维到2维\n",
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X_standardized)\n",
    "\n",
    "# 可视化\n",
    "# 转换前的3维数据可视化\n",
    "fig = plt.figure(figsize=(12, 4))\n",
    "ax1 = fig.add_subplot(121, projection=\"3d\")\n",
    "ax1.scatter(X[:, 0], X[:, 1], X[:, 2], c=\"g\")\n",
    "ax1.set_title(\"Before PCA (3D)\")\n",
    "ax1.set_xlabel(\"Feature 1\")\n",
    "ax1.set_ylabel(\"Feature 2\")\n",
    "ax1.set_zlabel(\"Feature 3\")\n",
    "# 转换后的2维数据可视化\n",
    "ax2 = fig.add_subplot(122)\n",
    "ax2.scatter(X_pca[:, 0], X_pca[:, 1], c=\"g\")\n",
    "ax2.set_title(\"After PCA (2D)\")\n",
    "ax2.set_xlabel(\"Principal Component 1\")\n",
    "ax2.set_ylabel(\"Principal Component 2\")\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
